{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn.datasets import make_blobs, make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "from sklearn.datasets import make_circles\n",
    "from IPython import display\n",
    "from common import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_grid(n_samples):\n",
    "    np.random.seed(123)\n",
    "    grid_x, grid_y = np.meshgrid(np.linspace(0.0, 1.0, 5),\n",
    "                                 np.linspace(0.0, 1.0, 5))\n",
    "    centers = np.c_[grid_x.ravel(), grid_y.ravel()]\n",
    "    x, _ = make_blobs(n_samples=n_samples,\n",
    "                      cluster_std=np.zeros(25)+0.001,\n",
    "                      centers=centers)\n",
    "    # Scale to (0, 1)\n",
    "    x = (x - x.min())/(x - x.min()).max()\n",
    "    x = (x - 0.5)*0.35 + 0.5\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'max_distance': 0.5, 'num_steps': 10, 'step_size': 0.05, 'random_start': True, 'norm': 'Linf', 'optimizer': 'adam', 'x_min': 0.0, 'x_max': 1.0}\n"
     ]
    }
   ],
   "source": [
    "from common import attack_config\n",
    "tf.random.set_random_seed(123)\n",
    "x_train, y_train = make_dataset(make_grid, n_pos_samples=1000, n_neg_samples=1000)\n",
    "tf.reset_default_graph()\n",
    "detector = Model(var_scope='detector', hidden_sizes=[500]*5)\n",
    "detector_vars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES,\n",
    "                                  scope='detector')\n",
    "\n",
    "x_train_others = x_train[y_train == 0]\n",
    "x_train_target = x_train[y_train == 1]\n",
    "y_train_others = y_train[y_train == 0]\n",
    "y_train_target = y_train[y_train == 1]\n",
    "\n",
    "\n",
    "attack = PGDAttackDetector(detector, **attack_config, batch_size=x_train_others.shape[0])\n",
    "print(attack_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sess = tf.Session()\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = tf.train.AdamOptimizer(5e-4)\n",
    "train_step = optimizer.minimize(detector.xent)\n",
    "sess.run(tf.variables_initializer(optimizer.variables()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(4, 4), dpi=200)\n",
    "ax = plt.subplot(1, 1, 1)\n",
    "ax.set_axis_off()\n",
    "\n",
    "for i in range(500):\n",
    "    sess.run(train_step,feed_dict={detector.x_input: x_train, detector.y_input: y_train})\n",
    "plot_detector(detector, x_train, y_train, ax, sess)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(50000):\n",
    "    x_train_others_adv = attack.perturb(x_train_others, None, sess, verbose=False)\n",
    "    x_train_with_adv = np.concatenate([x_train_target, x_train_others_adv])\n",
    "    y_train_with_adv = np.concatenate([y_train_target, y_train_others])\n",
    "    sess.run(train_step,feed_dict={detector.x_input: x_train_with_adv, detector.y_input: y_train_with_adv})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax0, ax1) = plt.subplots(nrows=2, figsize=(4, 10), dpi=150)\n",
    "plot_detector(detector, x_train, y_train, ax0, sess, plot_z=False)\n",
    "plot_detector(detector, x=None, y=None, ax=ax1, sess=sess)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tf",
   "language": "python",
   "name": "tf"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
